YData Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	16
Number of observations	15000
Missing cells	16924
Missing cells (%)	7.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.5 MiB
Average record size in memory	313.2 B

Variable types

Numeric	9
Categorical	7

Alerts

`deteriorated` is highly overall correlated with `heart_rate`	High correlation
`heart_rate` is highly overall correlated with `deteriorated`	High correlation
`age` has 1210 (8.1%) missing values	Missing
`weight` has 1264 (8.4%) missing values	Missing
`temperature` has 1191 (7.9%) missing values	Missing
`heart_rate` has 1206 (8.0%) missing values	Missing
`systolic_bp` has 1245 (8.3%) missing values	Missing
`diastolic_bp` has 1226 (8.2%) missing values	Missing
`oxygen_saturation` has 1171 (7.8%) missing values	Missing
`respiration_rate` has 1211 (8.1%) missing values	Missing
`blood_glucose` has 1237 (8.2%) missing values	Missing
`pain_level` has 1194 (8.0%) missing values	Missing
`vomiting` has 1215 (8.1%) missing values	Missing
`diarrhea` has 1227 (8.2%) missing values	Missing
`fatigue_level` has 1175 (7.8%) missing values	Missing
`sleep_quality` has 1152 (7.7%) missing values	Missing

Reproduction

Analysis started	2025-06-16 04:45:30.503663
Analysis finished	2025-06-16 04:45:51.937003
Duration	21.43 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

age
Real number (ℝ)

Missing

Distinct	66
Distinct (%)	0.5%
Missing	1210
Missing (%)	8.1%
Infinite	0
Infinite (%)	0.0%
Mean	52.539159

Minimum	20
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	20
5-th percentile	23
Q1	36
median	53
Q3	69
95-th percentile	82
Maximum	85
Range	65
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	18.940323
Coefficient of variation (CV)	0.36049916
Kurtosis	-1.194387
Mean	52.539159
Median Absolute Deviation (MAD)	16
Skewness	-0.0071857593
Sum	724515
Variance	358.73583
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
77	248	1.7%
76	239	1.6%
52	239	1.6%
39	236	1.6%
78	236	1.6%
62	235	1.6%
58	233	1.6%
66	230	1.5%
23	228	1.5%
55	225	1.5%
Other values (56)	11441	76.3%
(Missing)	1210	8.1%

Value	Count	Frequency (%)
20	184	1.2%
21	206	1.4%
22	202	1.3%
23	228	1.5%
24	201	1.3%
25	211	1.4%
26	193	1.3%
27	216	1.4%
28	218	1.5%
29	208	1.4%

Value	Count	Frequency (%)
85	178	1.2%
84	214	1.4%
83	216	1.4%
82	190	1.3%
81	182	1.2%
80	208	1.4%
79	206	1.4%
78	236	1.6%
77	248	1.7%
76	239	1.6%

weight
Real number (ℝ)

Missing

Distinct	901
Distinct (%)	6.6%
Missing	1264
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	75.068062

Minimum	30
Maximum	120
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	30
5-th percentile	34.6
Q1	52.1
median	75.1
Q3	97.9
95-th percentile	115.6
Maximum	120
Range	90
Interquartile range (IQR)	45.8

Descriptive statistics

Standard deviation	26.101017
Coefficient of variation (CV)	0.34769803
Kurtosis	-1.2159799
Mean	75.068062
Median Absolute Deviation (MAD)	22.9
Skewness	-0.0048519327
Sum	1031134.9
Variance	681.2631
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
97.2	29	0.2%
48.5	28	0.2%
110.5	28	0.2%
44.7	26	0.2%
35	26	0.2%
56.6	25	0.2%
50.3	25	0.2%
73.6	25	0.2%
117	25	0.2%
40.3	24	0.2%
Other values (891)	13475	89.8%
(Missing)	1264	8.4%

Value	Count	Frequency (%)
30	6	< 0.1%
30.1	23	0.2%
30.2	22	0.1%
30.3	17	0.1%
30.4	12	0.1%
30.5	7	< 0.1%
30.6	14	0.1%
30.7	20	0.1%
30.8	13	0.1%
30.9	18	0.1%

Value	Count	Frequency (%)
120	6	< 0.1%
119.9	9	0.1%
119.8	16	0.1%
119.7	10	0.1%
119.6	14	0.1%
119.5	20	0.1%
119.4	15	0.1%
119.3	20	0.1%
119.2	14	0.1%
119.1	10	0.1%

temperature
Real number (ℝ)

Missing

Distinct	56
Distinct (%)	0.4%
Missing	1191
Missing (%)	7.9%
Infinite	0
Infinite (%)	0.0%
Mean	36.886386

Minimum	33.5
Maximum	39.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	33.5
5-th percentile	35.7
Q1	36.4
median	36.9
Q3	37.4
95-th percentile	38.1
Maximum	39.8
Range	6.3
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.7201455
Coefficient of variation (CV)	0.019523341
Kurtosis	-0.030292317
Mean	36.886386
Median Absolute Deviation (MAD)	0.5
Skewness	-0.016605015
Sum	509364.1
Variance	0.51860954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.9	774	5.2%
37.2	752	5.0%
36.8	742	4.9%
37.1	731	4.9%
37	730	4.9%
36.7	728	4.9%
36.6	703	4.7%
36.5	677	4.5%
37.3	631	4.2%
36.4	619	4.1%
Other values (46)	6722	44.8%
(Missing)	1191	7.9%

Value	Count	Frequency (%)
33.5	1	< 0.1%
34.2	1	< 0.1%
34.3	1	< 0.1%
34.4	3	< 0.1%
34.5	3	< 0.1%
34.6	4	< 0.1%
34.7	6	< 0.1%
34.8	12	0.1%
34.9	16	0.1%
35	21	0.1%

Value	Count	Frequency (%)
39.8	1	< 0.1%
39.5	1	< 0.1%
39.4	2	< 0.1%
39.3	1	< 0.1%
39.2	1	< 0.1%
39.1	7	< 0.1%
39	10	0.1%
38.9	14	0.1%
38.8	17	0.1%
38.7	43	0.3%

heart_rate
Real number (ℝ)

High correlation Missing

Distinct	81
Distinct (%)	0.6%
Missing	1206
Missing (%)	8.0%
Infinite	0
Infinite (%)	0.0%
Mean	94.34428

Minimum	60
Maximum	140
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	60
5-th percentile	63
Q1	79
median	95
Q3	110
95-th percentile	126
Maximum	140
Range	80
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	19.396712
Coefficient of variation (CV)	0.205595
Kurtosis	-0.81183377
Mean	94.34428
Median Absolute Deviation (MAD)	15
Skewness	0.079566794
Sum	1301385
Variance	376.23244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
102	259	1.7%
99	258	1.7%
119	258	1.7%
91	257	1.7%
97	252	1.7%
101	252	1.7%
85	250	1.7%
90	249	1.7%
109	244	1.6%
112	244	1.6%
Other values (71)	11271	75.1%
(Missing)	1206	8.0%

Value	Count	Frequency (%)
60	171	1.1%
61	177	1.2%
62	171	1.1%
63	199	1.3%
64	184	1.2%
65	181	1.2%
66	183	1.2%
67	192	1.3%
68	197	1.3%
69	184	1.2%

Value	Count	Frequency (%)
140	46	0.3%
139	36	0.2%
138	51	0.3%
137	67	0.4%
136	43	0.3%
135	43	0.3%
134	38	0.3%
133	45	0.3%
132	47	0.3%
131	48	0.3%

systolic_bp
Real number (ℝ)

Missing

Distinct	41
Distinct (%)	0.3%
Missing	1245
Missing (%)	8.3%
Infinite	0
Infinite (%)	0.0%
Mean	110.01839

Minimum	90
Maximum	130
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	90
5-th percentile	92
Q1	100
median	110
Q3	120
95-th percentile	129
Maximum	130
Range	40
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	11.814567
Coefficient of variation (CV)	0.1073872
Kurtosis	-1.1950296
Mean	110.01839
Median Absolute Deviation (MAD)	10
Skewness	0.006868645
Sum	1513303
Variance	139.584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
124	369	2.5%
99	364	2.4%
102	363	2.4%
115	361	2.4%
130	359	2.4%
111	356	2.4%
114	355	2.4%
105	354	2.4%
107	350	2.3%
97	350	2.3%
Other values (31)	10174	67.8%
(Missing)	1245	8.3%

Value	Count	Frequency (%)
90	337	2.2%
91	314	2.1%
92	332	2.2%
93	332	2.2%
94	325	2.2%
95	346	2.3%
96	313	2.1%
97	350	2.3%
98	337	2.2%
99	364	2.4%

Value	Count	Frequency (%)
130	359	2.4%
129	333	2.2%
128	336	2.2%
127	318	2.1%
126	339	2.3%
125	329	2.2%
124	369	2.5%
123	322	2.1%
122	321	2.1%
121	341	2.3%

diastolic_bp
Real number (ℝ)

Missing

Distinct	21
Distinct (%)	0.2%
Missing	1226
Missing (%)	8.2%
Infinite	0
Infinite (%)	0.0%
Mean	70.054886

Minimum	60
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	60
5-th percentile	61
Q1	65
median	70
Q3	75
95-th percentile	79
Maximum	80
Range	20
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.0765376
Coefficient of variation (CV)	0.086739668
Kurtosis	-1.2188645
Mean	70.054886
Median Absolute Deviation (MAD)	5
Skewness	-0.016285877
Sum	964936
Variance	36.924309
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
78	715	4.8%
61	712	4.7%
72	696	4.6%
63	680	4.5%
80	680	4.5%
75	679	4.5%
73	666	4.4%
71	657	4.4%
66	655	4.4%
77	653	4.4%
Other values (11)	6981	46.5%
(Missing)	1226	8.2%

Value	Count	Frequency (%)
60	613	4.1%
61	712	4.7%
62	651	4.3%
63	680	4.5%
64	646	4.3%
65	635	4.2%
66	655	4.4%
67	620	4.1%
68	600	4.0%
69	644	4.3%

Value	Count	Frequency (%)
80	680	4.5%
79	622	4.1%
78	715	4.8%
77	653	4.4%
76	653	4.4%
75	679	4.5%
74	647	4.3%
73	666	4.4%
72	696	4.6%
71	657	4.4%

oxygen_saturation
Real number (ℝ)

Missing

Distinct	151
Distinct (%)	1.1%
Missing	1171
Missing (%)	7.8%
Infinite	0
Infinite (%)	0.0%
Mean	92.533835

Minimum	85
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	85
5-th percentile	85.7
Q1	88.8
median	92.6
Q3	96.3
95-th percentile	99.3
Maximum	100
Range	15
Interquartile range (IQR)	7.5

Descriptive statistics

Standard deviation	4.3198551
Coefficient of variation (CV)	0.04668406
Kurtosis	-1.1792946
Mean	92.533835
Median Absolute Deviation (MAD)	3.7
Skewness	-0.018544704
Sum	1279650.4
Variance	18.661148
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
94.3	121	0.8%
96.3	118	0.8%
85.8	115	0.8%
95.2	111	0.7%
93.7	109	0.7%
94.5	109	0.7%
97.8	109	0.7%
85.3	108	0.7%
89.6	108	0.7%
94.8	107	0.7%
Other values (141)	12714	84.8%
(Missing)	1171	7.8%

Value	Count	Frequency (%)
85	58	0.4%
85.1	79	0.5%
85.2	101	0.7%
85.3	108	0.7%
85.4	81	0.5%
85.5	101	0.7%
85.6	96	0.6%
85.7	96	0.6%
85.8	115	0.8%
85.9	92	0.6%

Value	Count	Frequency (%)
100	67	0.4%
99.9	94	0.6%
99.8	98	0.7%
99.7	101	0.7%
99.6	80	0.5%
99.5	103	0.7%
99.4	88	0.6%
99.3	84	0.6%
99.2	84	0.6%
99.1	101	0.7%

respiration_rate
Real number (ℝ)

Missing

Distinct	11
Distinct (%)	0.1%
Missing	1211
Missing (%)	8.1%
Infinite	0
Infinite (%)	0.0%
Mean	18.978824

Minimum	14
Maximum	24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	14
5-th percentile	14
Q1	16
median	19
Q3	22
95-th percentile	24
Maximum	24
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.1735624
Coefficient of variation (CV)	0.16721597
Kurtosis	-1.2295892
Mean	18.978824
Median Absolute Deviation (MAD)	3
Skewness	0.016458331
Sum	261699
Variance	10.071498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
17	1315	8.8%
23	1278	8.5%
14	1269	8.5%
24	1262	8.4%
16	1261	8.4%
15	1260	8.4%
18	1260	8.4%
21	1234	8.2%
20	1222	8.1%
22	1218	8.1%
(Missing)	1211	8.1%

Value	Count	Frequency (%)
14	1269	8.5%
15	1260	8.4%
16	1261	8.4%
17	1315	8.8%
18	1260	8.4%
19	1210	8.1%
20	1222	8.1%
21	1234	8.2%
22	1218	8.1%
23	1278	8.5%

Value	Count	Frequency (%)
24	1262	8.4%
23	1278	8.5%
22	1218	8.1%
21	1234	8.2%
20	1222	8.1%
19	1210	8.1%
18	1260	8.4%
17	1315	8.8%
16	1261	8.4%
15	1260	8.4%

blood_glucose
Real number (ℝ)

Missing

Distinct	131
Distinct (%)	1.0%
Missing	1237
Missing (%)	8.2%
Infinite	0
Infinite (%)	0.0%
Mean	135.43421

Minimum	70
Maximum	200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	117.3 KiB

Quantile statistics

Minimum	70
5-th percentile	76
Q1	103
median	136
Q3	168
95-th percentile	194
Maximum	200
Range	130
Interquartile range (IQR)	65

Descriptive statistics

Standard deviation	37.945728
Coefficient of variation (CV)	0.28017832
Kurtosis	-1.2073988
Mean	135.43421
Median Absolute Deviation (MAD)	33
Skewness	-0.0077895033
Sum	1863981
Variance	1439.8783
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
106	131	0.9%
180	127	0.8%
138	125	0.8%
167	125	0.8%
94	123	0.8%
104	123	0.8%
148	122	0.8%
87	122	0.8%
198	122	0.8%
122	119	0.8%
Other values (121)	12524	83.5%
(Missing)	1237	8.2%

Value	Count	Frequency (%)
70	110	0.7%
71	113	0.8%
72	103	0.7%
73	93	0.6%
74	108	0.7%
75	109	0.7%
76	101	0.7%
77	99	0.7%
78	100	0.7%
79	82	0.5%

Value	Count	Frequency (%)
200	110	0.7%
199	115	0.8%
198	122	0.8%
197	104	0.7%
196	97	0.6%
195	103	0.7%
194	111	0.7%
193	95	0.6%
192	119	0.8%
191	115	0.8%

pain_level
Categorical

Missing

Distinct	5
Distinct (%)	< 0.1%
Missing	1194
Missing (%)	8.0%
Memory size	883.7 KiB

1.0	2816
2.0	2807
5.0	2748
3.0	2738
4.0	2697

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	41418
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	4.0
3rd row	2.0
4th row	3.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
1.0	2816	18.8%
2.0	2807	18.7%
5.0	2748	18.3%
3.0	2738	18.3%
4.0	2697	18.0%
(Missing)	1194	8.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	2816	20.4%
2.0	2807	20.3%
5.0	2748	19.9%
3.0	2738	19.8%
4.0	2697	19.5%

Most occurring characters

Value	Count	Frequency (%)
.	13806	33.3%
0	13806	33.3%
1	2816	6.8%
2	2807	6.8%
5	2748	6.6%
3	2738	6.6%
4	2697	6.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	41418	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	13806	33.3%
0	13806	33.3%
1	2816	6.8%
2	2807	6.8%
5	2748	6.6%
3	2738	6.6%
4	2697	6.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	41418	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	13806	33.3%
0	13806	33.3%
1	2816	6.8%
2	2807	6.8%
5	2748	6.6%
3	2738	6.6%
4	2697	6.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	41418	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	13806	33.3%
0	13806	33.3%
1	2816	6.8%
2	2807	6.8%
5	2748	6.6%
3	2738	6.6%
4	2697	6.5%

vomiting
Categorical

Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	1215
Missing (%)	8.1%
Memory size	883.8 KiB

0.0	6907
1.0	6878

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	41355
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	6907	46.0%
1.0	6878	45.9%
(Missing)	1215	8.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	6907	50.1%
1.0	6878	49.9%

Most occurring characters

Value	Count	Frequency (%)
0	20692	50.0%
.	13785	33.3%
1	6878	16.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	41355	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	20692	50.0%
.	13785	33.3%
1	6878	16.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	41355	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	20692	50.0%
.	13785	33.3%
1	6878	16.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	41355	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	20692	50.0%
.	13785	33.3%
1	6878	16.6%

diarrhea
Categorical

Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	1227
Missing (%)	8.2%
Memory size	883.8 KiB

0.0	6989
1.0	6784

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	41319
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	6989	46.6%
1.0	6784	45.2%
(Missing)	1227	8.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	6989	50.7%
1.0	6784	49.3%

Most occurring characters

Value	Count	Frequency (%)
0	20762	50.2%
.	13773	33.3%
1	6784	16.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	41319	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	20762	50.2%
.	13773	33.3%
1	6784	16.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	41319	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	20762	50.2%
.	13773	33.3%
1	6784	16.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	41319	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	20762	50.2%
.	13773	33.3%
1	6784	16.4%

fatigue_level
Categorical

Missing

Distinct	4
Distinct (%)	< 0.1%
Missing	1175
Missing (%)	7.8%
Memory size	910.6 KiB

Mild	3524
Moderate	3485
No	3443
Severe	3373

Length

Max length	8
Median length	6
Mean length	4.9981917
Min length	2

Characters and Unicode

Total characters	69100
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Moderate
2nd row	Moderate
3rd row	Mild
4th row	Mild
5th row	Moderate

Common Values

Value	Count	Frequency (%)
Mild	3524	23.5%
Moderate	3485	23.2%
No	3443	23.0%
Severe	3373	22.5%
(Missing)	1175	7.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mild	3524	25.5%
moderate	3485	25.2%
no	3443	24.9%
severe	3373	24.4%

Most occurring characters

Value	Count	Frequency (%)
e	17089	24.7%
M	7009	10.1%
d	7009	10.1%
o	6928	10.0%
r	6858	9.9%
i	3524	5.1%
l	3524	5.1%
a	3485	5.0%
t	3485	5.0%
N	3443	5.0%
Other values (2)	6746	9.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	69100	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	17089	24.7%
M	7009	10.1%
d	7009	10.1%
o	6928	10.0%
r	6858	9.9%
i	3524	5.1%
l	3524	5.1%
a	3485	5.0%
t	3485	5.0%
N	3443	5.0%
Other values (2)	6746	9.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	69100	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	17089	24.7%
M	7009	10.1%
d	7009	10.1%
o	6928	10.0%
r	6858	9.9%
i	3524	5.1%
l	3524	5.1%
a	3485	5.0%
t	3485	5.0%
N	3443	5.0%
Other values (2)	6746	9.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	69100	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	17089	24.7%
M	7009	10.1%
d	7009	10.1%
o	6928	10.0%
r	6858	9.9%
i	3524	5.1%
l	3524	5.1%
a	3485	5.0%
t	3485	5.0%
N	3443	5.0%
Other values (2)	6746	9.8%

sleep_quality
Categorical

Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	1152
Missing (%)	7.7%
Memory size	897.1 KiB

Fair	4730
Poor	4654
Good	4464

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	55392
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Fair
2nd row	Good
3rd row	Poor
4th row	Fair
5th row	Poor

Common Values

Value	Count	Frequency (%)
Fair	4730	31.5%
Poor	4654	31.0%
Good	4464	29.8%
(Missing)	1152	7.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fair	4730	34.2%
poor	4654	33.6%
good	4464	32.2%

Most occurring characters

Value	Count	Frequency (%)
o	18236	32.9%
r	9384	16.9%
a	4730	8.5%
F	4730	8.5%
i	4730	8.5%
P	4654	8.4%
G	4464	8.1%
d	4464	8.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	55392	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	18236	32.9%
r	9384	16.9%
a	4730	8.5%
F	4730	8.5%
i	4730	8.5%
P	4654	8.4%
G	4464	8.1%
d	4464	8.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	55392	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	18236	32.9%
r	9384	16.9%
a	4730	8.5%
F	4730	8.5%
i	4730	8.5%
P	4654	8.4%
G	4464	8.1%
d	4464	8.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	55392	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	18236	32.9%
r	9384	16.9%
a	4730	8.5%
F	4730	8.5%
i	4730	8.5%
P	4654	8.4%
G	4464	8.1%
d	4464	8.1%

clinical_notes
Categorical

Distinct	14
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 MiB

"Severe headache, chest pain noted."	1132
No remarkable symptoms today.	1105
"Stable, no issues reported."	1096
Severe headache with chest pain.	1094
Patient reports feeling dizzy and shortness of breath.	1089
Other values (9)	9484

Length

Max length	54
Median length	36
Mean length	33.804733
Min length	28

Characters and Unicode

Total characters	507071
Distinct characters	35
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Patient resting comfortably.
2nd row	Occasional mild dizziness after walking.
3rd row	"No complaints, stable condition."
4th row	"No complaints, stable condition."
5th row	Restless sleep but otherwise well.

Common Values

Value	Count	Frequency (%)
"Severe headache, chest pain noted."	1132	7.5%
No remarkable symptoms today.	1105	7.4%
"Stable, no issues reported."	1096	7.3%
Severe headache with chest pain.	1094	7.3%
Patient reports feeling dizzy and shortness of breath.	1089	7.3%
Feeling fine and well today.	1084	7.2%
"No complaints, stable condition."	1081	7.2%
Slight headache in the morning.	1076	7.2%
Complains of nausea and dizziness.	1074	7.2%
Chest tightness and dizziness.	1072	7.1%
Other values (4)	4097	27.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
and	4319	6.1%
headache	3302	4.7%
chest	3298	4.7%
no	3282	4.6%
stable	3223	4.5%
dizziness	3178	4.5%
severe	2226	3.1%
pain	2226	3.1%
today	2189	3.1%
feeling	2173	3.1%
Other values (35)	41467	58.5%

Most occurring characters

Value	Count	Frequency (%)
e	57046	11.3%
	55883	11.0%
s	35213	6.9%
t	35213	6.9%
a	34410	6.8%
i	34069	6.7%
n	32171	6.3%
o	24673	4.9%
l	20096	4.0%
h	18471	3.6%
Other values (25)	159826	31.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	507071	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	57046	11.3%
	55883	11.0%
s	35213	6.9%
t	35213	6.9%
a	34410	6.8%
i	34069	6.7%
n	32171	6.3%
o	24673	4.9%
l	20096	4.0%
h	18471	3.6%
Other values (25)	159826	31.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	507071	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	57046	11.3%
	55883	11.0%
s	35213	6.9%
t	35213	6.9%
a	34410	6.8%
i	34069	6.7%
n	32171	6.3%
o	24673	4.9%
l	20096	4.0%
h	18471	3.6%
Other values (25)	159826	31.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	507071	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	57046	11.3%
	55883	11.0%
s	35213	6.9%
t	35213	6.9%
a	34410	6.8%
i	34069	6.7%
n	32171	6.3%
o	24673	4.9%
l	20096	4.0%
h	18471	3.6%
Other values (25)	159826	31.5%

deteriorated
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	849.7 KiB

0	12000
1	3000

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	15000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	12000	80.0%
1	3000	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	12000	80.0%
1	3000	20.0%

Most occurring characters

Value	Count	Frequency (%)
0	12000	80.0%
1	3000	20.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	12000	80.0%
1	3000	20.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	12000	80.0%
1	3000	20.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	12000	80.0%
1	3000	20.0%

	age	blood_glucose	clinical_notes	deteriorated	diarrhea	diastolic_bp	fatigue_level	heart_rate	oxygen_saturation	pain_level	respiration_rate	sleep_quality	systolic_bp	temperature	vomiting	weight
age	1.000	-0.001	0.011	0.000	0.000	-0.011	0.000	-0.008	0.017	0.000	-0.011	0.000	-0.007	0.009	0.032	0.006
blood_glucose	-0.001	1.000	0.016	0.016	0.006	-0.013	0.000	-0.002	-0.019	0.007	-0.005	0.000	0.001	0.001	0.015	-0.015
clinical_notes	0.011	0.016	1.000	0.007	0.000	0.000	0.011	0.009	0.000	0.010	0.000	0.008	0.007	0.000	0.000	0.015
deteriorated	0.000	0.016	0.007	1.000	0.000	0.000	0.007	0.560	0.025	0.000	0.003	0.000	0.000	0.231	0.000	0.000
diarrhea	0.000	0.006	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
diastolic_bp	-0.011	-0.013	0.000	0.000	0.000	1.000	0.006	0.007	-0.002	0.000	-0.017	0.011	0.003	-0.010	0.000	0.011
fatigue_level	0.000	0.000	0.011	0.007	0.000	0.006	1.000	0.003	0.017	0.003	0.013	0.000	0.007	0.014	0.000	0.000
heart_rate	-0.008	-0.002	0.009	0.560	0.000	0.007	0.003	1.000	-0.016	0.019	0.019	0.000	-0.006	0.096	0.000	0.005
oxygen_saturation	0.017	-0.019	0.000	0.025	0.000	-0.002	0.017	-0.016	1.000	0.013	-0.005	0.007	-0.005	0.008	0.000	-0.006
pain_level	0.000	0.007	0.010	0.000	0.000	0.000	0.003	0.019	0.013	1.000	0.000	0.003	0.012	0.014	0.000	0.000
respiration_rate	-0.011	-0.005	0.000	0.003	0.000	-0.017	0.013	0.019	-0.005	0.000	1.000	0.000	0.009	-0.003	0.000	0.004
sleep_quality	0.000	0.000	0.008	0.000	0.000	0.011	0.000	0.000	0.007	0.003	0.000	1.000	0.007	0.000	0.000	0.021
systolic_bp	-0.007	0.001	0.007	0.000	0.000	0.003	0.007	-0.006	-0.005	0.012	0.009	0.007	1.000	0.016	0.000	-0.004
temperature	0.009	0.001	0.000	0.231	0.000	-0.010	0.014	0.096	0.008	0.014	-0.003	0.000	0.016	1.000	0.019	-0.010
vomiting	0.032	0.015	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.019	1.000	0.000
weight	0.006	-0.015	0.015	0.000	0.000	0.011	0.000	0.005	-0.006	0.000	0.004	0.021	-0.004	-0.010	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	age	weight	temperature	heart_rate	systolic_bp	diastolic_bp	oxygen_saturation	respiration_rate	blood_glucose	pain_level	vomiting	diarrhea	fatigue_level	sleep_quality	clinical_notes
0	31.0	NaN	37.3	66.0	108.0	67.0	90.4	16.0	188.0	1.0	1.0	0.0	Moderate	Fair	Patient resting comfortably.
1	50.0	42.3	37.7	70.0	107.0	66.0	99.8	17.0	178.0	4.0	1.0	0.0	Moderate	Good	Occasional mild dizziness after walking.
2	82.0	87.9	36.6	85.0	92.0	64.0	93.8	23.0	165.0	2.0	1.0	0.0	Mild	Poor	"No complaints, stable condition."
3	75.0	63.0	NaN	102.0	95.0	NaN	98.7	17.0	127.0	3.0	1.0	1.0	Mild	NaN	"No complaints, stable condition."
4	52.0	105.9	36.9	67.0	90.0	67.0	85.3	23.0	112.0	4.0	0.0	0.0	Moderate	Fair	Restless sleep but otherwise well.
5	83.0	114.1	36.7	60.0	115.0	61.0	NaN	17.0	185.0	2.0	0.0	1.0	Mild	Poor	Occasional mild dizziness after walking.
6	35.0	74.3	36.5	91.0	107.0	64.0	94.4	23.0	187.0	4.0	0.0	0.0	Moderate	Good	Slight headache in the morning.
7	78.0	104.3	37.3	77.0	105.0	67.0	93.7	24.0	166.0	1.0	1.0	0.0	Severe	Good	Chest tightness and dizziness.
8	22.0	90.7	37.0	91.0	NaN	79.0	96.2	20.0	133.0	1.0	1.0	0.0	Moderate	Good	Patient reports feeling dizzy and shortness of breath.
9	67.0	106.6	37.1	NaN	128.0	70.0	97.7	14.0	182.0	3.0	0.0	0.0	Mild	NaN	Feeling fine and well today.

	age	weight	temperature	heart_rate	systolic_bp	diastolic_bp	oxygen_saturation	respiration_rate	blood_glucose	pain_level	vomiting	diarrhea	fatigue_level	sleep_quality	clinical_notes	deteriorated
14990	38.0	NaN	36.5	101.0	106.0	63.0	89.4	15.0	190.0	3.0	1.0	1.0	Severe	Poor	Slight headache in the morning.	0
14991	NaN	83.9	35.7	70.0	NaN	76.0	NaN	14.0	185.0	4.0	0.0	NaN	Severe	Good	Slight headache in the morning.	0
14992	NaN	88.5	36.5	68.0	114.0	71.0	90.5	22.0	145.0	1.0	1.0	0.0	No	Good	Chest tightness and dizziness.	0
14993	76.0	104.9	35.7	97.0	NaN	71.0	93.8	23.0	182.0	3.0	1.0	0.0	No	Good	No remarkable symptoms today.	1
14994	23.0	100.4	37.4	75.0	120.0	61.0	NaN	NaN	194.0	4.0	0.0	1.0	Severe	NaN	No remarkable symptoms today.	0
14995	23.0	98.0	35.7	116.0	98.0	69.0	99.1	16.0	127.0	5.0	0.0	0.0	Mild	Good	Complains of nausea and dizziness.	0
14996	58.0	87.8	36.0	66.0	128.0	75.0	97.6	21.0	176.0	5.0	1.0	0.0	No	Poor	Patient reports feeling dizzy and shortness of breath.	0
14997	46.0	93.5	37.6	87.0	106.0	69.0	93.7	22.0	82.0	4.0	NaN	NaN	No	Fair	Slight headache in the morning.	0
14998	36.0	57.5	36.3	92.0	127.0	64.0	92.9	21.0	111.0	NaN	0.0	1.0	Mild	NaN	Restless sleep but otherwise well.	1
14999	30.0	115.9	35.8	67.0	NaN	NaN	98.2	14.0	146.0	2.0	1.0	0.0	NaN	Good	Slight headache in the morning.	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values